diff --git a/intro-to-bokeh/README.md b/intro-to-bokeh/README.md
index fcda9e3a51..fbe0747ad3 100644
--- a/intro-to-bokeh/README.md
+++ b/intro-to-bokeh/README.md
@@ -10,15 +10,15 @@ The tutorial utilizes the following three files:
 
 - **2017-18_standings.csv**
 	- Contains daily team standing information for the 2017-18 season
-	- [Original Kaggle Link](https://www.kaggle.com/pablote/nba-enhanced-stats/downloads/2017-18_standings.csv/26)
+	- [Original Kaggle Link](https://www.kaggle.com/datasets/pablote/nba-enhanced-stats?select=2017-18_standings.csv)
 - **2017-18_playerBoxScore.csv**
 	- Contains per-game box score player statistics for the 2017-18 season
-	- [Original Kaggle Link](https://www.kaggle.com/pablote/nba-enhanced-stats/downloads/2017-18_playerBoxScore.csv/26)
+	- [Original Kaggle Link](https://www.kaggle.com/datasets/pablote/nba-enhanced-stats?select=2017-18_playerBoxScore.csv)
 - **2017-18_teamBoxScore.csv**
 	- Contains per-game box score team statistics for the 2017-18 season
-	- [Original Kaggle Link](https://www.kaggle.com/pablote/nba-enhanced-stats/downloads/2017-18_teamBoxScore.csv/26)
+	- [Original Kaggle Link](https://www.kaggle.com/datasets/pablote/nba-enhanced-stats?select=2017-18_teamBoxScore.csv)
 
-The original Kaggle link for this data is: [**NBA Enhanced Box Score and Standings Stats**](https://www.kaggle.com/pablote/nba-enhanced-stats/home)
+The original Kaggle link for this data is: [**NBA Enhanced Box Score and Standings Stats**](https://www.kaggle.com/datasets/pablote/nba-enhanced-stats)
 
 This data is licensed under [**CC BY-SA 4.0**](https://creativecommons.org/licenses/by-sa/4.0/).
 
diff --git a/intro-to-bokeh/code-snippets/bokeh-template.py b/intro-to-bokeh/code-snippets/bokeh-template.py
index 35391023f1..becfd83843 100644
--- a/intro-to-bokeh/code-snippets/bokeh-template.py
+++ b/intro-to-bokeh/code-snippets/bokeh-template.py
@@ -12,8 +12,7 @@
 # Bokeh libraries
 from bokeh.io import output_file, output_notebook
 from bokeh.layouts import column, gridplot, row  # noqa
-from bokeh.models import ColumnDataSource  # noqa
-from bokeh.models.widgets import Panel, Tabs  # noqa
+from bokeh.models import ColumnDataSource, TabPanel, Tabs  # noqa
 from bokeh.plotting import figure, show
 
 # Prepare the data
diff --git a/intro-to-bokeh/code-snippets/east-west-tabbed-layout.py b/intro-to-bokeh/code-snippets/east-west-tabbed-layout.py
index 6e3b87dfe9..3adce170c5 100644
--- a/intro-to-bokeh/code-snippets/east-west-tabbed-layout.py
+++ b/intro-to-bokeh/code-snippets/east-west-tabbed-layout.py
@@ -1,6 +1,6 @@
 # Bokeh Library
 from bokeh.io import output_file
-from bokeh.models.widgets import Panel, Tabs
+from bokeh.models import TabPanel, Tabs
 
 # Output to file
 output_file(
@@ -9,11 +9,11 @@
 )
 
 # Increase the plot widths
-east_fig.plot_width = west_fig.plot_width = 800  # noqa
+east_fig.width = west_fig.width = 800  # noqa
 
 # Create two panels, one for each conference
-east_panel = Panel(child=east_fig, title="Eastern Conference")  # noqa
-west_panel = Panel(child=west_fig, title="Western Conference")  # noqa
+east_panel = TabPanel(child=east_fig, title="Eastern Conference")  # noqa
+west_panel = TabPanel(child=west_fig, title="Western Conference")  # noqa
 
 # Assign the panels to Tabs
 tabs = Tabs(tabs=[west_panel, east_panel])
diff --git a/intro-to-bokeh/code-snippets/first-figure.py b/intro-to-bokeh/code-snippets/first-figure.py
index 18c771277e..1eda1fa839 100644
--- a/intro-to-bokeh/code-snippets/first-figure.py
+++ b/intro-to-bokeh/code-snippets/first-figure.py
@@ -11,9 +11,8 @@
     background_fill_alpha=0.5,
     border_fill_color="blue",
     border_fill_alpha=0.25,
-    plot_height=300,
-    plot_width=500,
-    h_symmetry=True,
+    height=300,
+    width=500,
     x_axis_label="X Label",
     x_axis_type="datetime",
     x_axis_location="above",
diff --git a/intro-to-bokeh/code-snippets/first-glyphs.py b/intro-to-bokeh/code-snippets/first-glyphs.py
index f910ec02f2..305a8b7873 100644
--- a/intro-to-bokeh/code-snippets/first-glyphs.py
+++ b/intro-to-bokeh/code-snippets/first-glyphs.py
@@ -12,15 +12,15 @@
 # Create a figure with no toolbar and axis ranges of [0,3]
 fig = figure(
     title="My Coordinates",
-    plot_height=300,
-    plot_width=300,
+    height=300,
+    width=300,
     x_range=(0, 3),
     y_range=(0, 3),
     toolbar_location=None,
 )
 
 # Draw the coordinates as circles
-fig.circle(x=x, y=y, color="green", size=10, alpha=0.5)
+fig.scatter(x=x, y=y, color="green", size=10, alpha=0.5)
 
 # Show plot
 show(fig)
diff --git a/intro-to-bokeh/code-snippets/multiply-glyphs.py b/intro-to-bokeh/code-snippets/multiply-glyphs.py
index b2b1f140b0..f85e349c09 100644
--- a/intro-to-bokeh/code-snippets/multiply-glyphs.py
+++ b/intro-to-bokeh/code-snippets/multiply-glyphs.py
@@ -15,8 +15,8 @@
 # Create a figure with a datetime type x-axis
 fig = figure(
     title="My Tutorial Progress",
-    plot_height=400,
-    plot_width=700,
+    height=400,
+    width=700,
     x_axis_label="Day Number",
     y_axis_label="Words Written",
     x_minor_ticks=2,
@@ -31,7 +31,7 @@
     top=daily_words,
     color="blue",
     width=0.75,
-    legend="Daily",
+    legend_label="Daily",
 )
 
 # The cumulative sum will be a trend line
@@ -40,7 +40,7 @@
     y=cumulative_words,
     color="gray",
     line_width=1,
-    legend="Cumulative",
+    legend_label="Cumulative",
 )
 
 # Put the legend in the upper left corner